Realizing Scaling Laws in Recommender Systems: A Foundation-Expert Paradigm for Hyperscale Model Deployment
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Dai, Course, Kevin, Li, Wei, Li, Hongwei, Hua, Jie, Chen, Yiqi, Zhu, Zhao, Jian, Rui, Cao, Xuan, Xue, Bi, Shi, Yu, Qian, Jing, Ren, Kai, Ma, Matt, Zhang, Qunshu, Li, Rui |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
A Generalization Bound for a Family of Implicit Networks
by: Fung, Samy Wu, et al.
Published: (2024)
by: Fung, Samy Wu, et al.
Published: (2024)
Closing the Performance Gap in Generative Recommenders with Collaborative Tokenization and Efficient Modeling
by: Lepage, Simon, et al.
Published: (2025)
by: Lepage, Simon, et al.
Published: (2025)
A Knowledge Graph based Approach for Mobile Application Recommendation
by: Zhang, Mingwei, et al.
Published: (2020)
by: Zhang, Mingwei, et al.
Published: (2020)
Jacobian-Velocity Bounds for Deployment Risk Under Covariate Drift
by: Landers, Jonathan R.
Published: (2026)
by: Landers, Jonathan R.
Published: (2026)
SQUARE: Semantic Query-Augmented Fusion and Efficient Batch Reranking for Training-free Zero-Shot Composed Image Retrieval
by: Wu, Ren-Di, et al.
Published: (2025)
by: Wu, Ren-Di, et al.
Published: (2025)
Deriving Decoder-Free Sparse Autoencoders from First Principles
by: Oursland, Alan
Published: (2026)
by: Oursland, Alan
Published: (2026)
PolyTruth: Multilingual Disinformation Detection using Transformer-Based Language Models
by: Gouliev, Zaur, et al.
Published: (2025)
by: Gouliev, Zaur, et al.
Published: (2025)
Beyond Long Context: When Semantics Matter More than Tokens
by: Chawdhury, Tarun Kumar, et al.
Published: (2025)
by: Chawdhury, Tarun Kumar, et al.
Published: (2025)
Two-Steps Diffusion Policy for Robotic Manipulation via Genetic Denoising
by: Clemente, Mateo, et al.
Published: (2025)
by: Clemente, Mateo, et al.
Published: (2025)
Image steganography based on generative implicit neural representation
by: Yangjie, Zhong, et al.
Published: (2024)
by: Yangjie, Zhong, et al.
Published: (2024)
FoundationalECGNet: A Lightweight Foundational Model for ECG-based Multitask Cardiac Analysis
by: Sk., Md. Sajeebul Islam, et al.
Published: (2025)
by: Sk., Md. Sajeebul Islam, et al.
Published: (2025)
Dual Preference Distribution Learning for Item Recommendation
by: Dong, Xue, et al.
Published: (2022)
by: Dong, Xue, et al.
Published: (2022)
Towards Pre-training an Effective Respiratory Audio Foundation Model
by: Niizumi, Daisuke, et al.
Published: (2025)
by: Niizumi, Daisuke, et al.
Published: (2025)
Teaching and Learning under Deductive Errors
by: Telle, Jan Arne, et al.
Published: (2026)
by: Telle, Jan Arne, et al.
Published: (2026)
Assessing the Utility of Audio Foundation Models for Heart and Respiratory Sound Analysis
by: Niizumi, Daisuke, et al.
Published: (2025)
by: Niizumi, Daisuke, et al.
Published: (2025)
Unraveling Media Perspectives: A Comprehensive Methodology Combining Large Language Models, Topic Modeling, Sentiment Analysis, and Ontology Learning to Analyse Media Bias
by: Jähde, Orlando, et al.
Published: (2025)
by: Jähde, Orlando, et al.
Published: (2025)
SQuARE: Structured Query & Adaptive Retrieval Engine For Tabular Formats
by: Gondhalekar, Chinmay, et al.
Published: (2025)
by: Gondhalekar, Chinmay, et al.
Published: (2025)
torchsom: The Reference PyTorch Library for Self-Organizing Maps
by: Berthier, Louis, et al.
Published: (2025)
by: Berthier, Louis, et al.
Published: (2025)
Attention Maps in 3D Shape Classification for Dental Stage Estimation with Class Node Graph Attention Networks
by: Buyukcakir, Barkin, et al.
Published: (2025)
by: Buyukcakir, Barkin, et al.
Published: (2025)
From Features to Graphs: Exploring Graph Structures and Pairwise Interactions via GNNs
by: Yamchote, Phaphontee, et al.
Published: (2025)
by: Yamchote, Phaphontee, et al.
Published: (2025)
Influence-Inspired Spectral Rotations for Extreme Low-Bit LLM Quantization
by: Pavlov, Gorgi
Published: (2026)
by: Pavlov, Gorgi
Published: (2026)
BRIDGE: Building Representations In Domain Guided Program Synthesis
by: George, Robert Joseph, et al.
Published: (2025)
by: George, Robert Joseph, et al.
Published: (2025)
AgentDS Technical Report: Benchmarking the Future of Human-AI Collaboration in Domain-Specific Data Science
by: Luo, An, et al.
Published: (2026)
by: Luo, An, et al.
Published: (2026)
How GenAI Mentor Configurations Shape Early Collaborative Dynamics: A Classroom Comparison of Individual and Shared Agents
by: Zha, Siyu, et al.
Published: (2026)
by: Zha, Siyu, et al.
Published: (2026)
LinkedOut: Linking World Knowledge Representation Out of Video LLM for Next-Generation Video Recommendation
by: Zhang, Haichao, et al.
Published: (2025)
by: Zhang, Haichao, et al.
Published: (2025)
Intermediate Layers Encode Optimal Biological Representations in Single-Cell Foundation Models
by: Civale, Vincenzo Yuto, et al.
Published: (2026)
by: Civale, Vincenzo Yuto, et al.
Published: (2026)
Reinforcing User Interest Evolution in Multi-Scenario Learning for recommender systems
by: Feng, Zhijian, et al.
Published: (2025)
by: Feng, Zhijian, et al.
Published: (2025)
Understanding the Nature of Generative AI as Threshold Logic in High-Dimensional Space
by: Levin, Ilya
Published: (2026)
by: Levin, Ilya
Published: (2026)
A Tractography Analysis Framework Using Diffusion Maps to Study Thalamic Connectivity in Traumatic Brain Injury
by: Sharma, Akul, et al.
Published: (2025)
by: Sharma, Akul, et al.
Published: (2025)
A Hyperspectral Imaging Dataset and Methodology for Intraoperative Pixel-Wise Classification of Metastatic Colon Cancer in the Liver
by: Kopriva, Ivica, et al.
Published: (2024)
by: Kopriva, Ivica, et al.
Published: (2024)
Autoencoded UMAP-Enhanced Clustering for Unsupervised Learning
by: Chavooshi, Malihehsadat, et al.
Published: (2025)
by: Chavooshi, Malihehsadat, et al.
Published: (2025)
Bridging the Language Gap: Enhancing Multilingual Prompt-Based Code Generation in LLMs via Zero-Shot Cross-Lingual Transfer
by: Li, Mingda, et al.
Published: (2024)
by: Li, Mingda, et al.
Published: (2024)
Mathematical Foundations of Neural Tangents and Infinite-Width Networks
by: Mysore, Rachana, et al.
Published: (2025)
by: Mysore, Rachana, et al.
Published: (2025)
Marrying Compressed Sensing and Deep Signal Separation
by: Hickok, Truman, et al.
Published: (2024)
by: Hickok, Truman, et al.
Published: (2024)
Pay Attention to What You Need
by: Gao, Yifei, et al.
Published: (2023)
by: Gao, Yifei, et al.
Published: (2023)
Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach
by: Liu, Linyu, et al.
Published: (2024)
by: Liu, Linyu, et al.
Published: (2024)
Model-Free Local Recalibration of Neural Networks
by: Torres, R., et al.
Published: (2024)
by: Torres, R., et al.
Published: (2024)
The AI Imperative: Scaling High-Quality Peer Review in Machine Learning
by: Wei, Qiyao, et al.
Published: (2025)
by: Wei, Qiyao, et al.
Published: (2025)
Vision-Based Multimodal Interfaces: A Survey and Taxonomy for Enhanced Context-Aware System Design
by: Hu, Yongquan 'Owen', et al.
Published: (2025)
by: Hu, Yongquan 'Owen', et al.
Published: (2025)
SwiftDossier: Tailored Automatic Dossier for Drug Discovery with LLMs and Agents
by: Fossi, Gabriele, et al.
Published: (2024)
by: Fossi, Gabriele, et al.
Published: (2024)
Similar Items
-
A Generalization Bound for a Family of Implicit Networks
by: Fung, Samy Wu, et al.
Published: (2024) -
Closing the Performance Gap in Generative Recommenders with Collaborative Tokenization and Efficient Modeling
by: Lepage, Simon, et al.
Published: (2025) -
A Knowledge Graph based Approach for Mobile Application Recommendation
by: Zhang, Mingwei, et al.
Published: (2020) -
Jacobian-Velocity Bounds for Deployment Risk Under Covariate Drift
by: Landers, Jonathan R.
Published: (2026) -
SQUARE: Semantic Query-Augmented Fusion and Efficient Batch Reranking for Training-free Zero-Shot Composed Image Retrieval
by: Wu, Ren-Di, et al.
Published: (2025)